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Reinforcement Learning

2932 directly classified papers

Papers per year

Papers

Integrated Perception and Planning in the Continuous Space: A POMDP Approach RSS 2013
Counterfactual Reasoning and Learning Systems: The Example of Computational Advertising JMLR 2013
Optimistic policy iteration and natural actor-critic: A unifying view and a non-optimality result NIPS 2013
Online learning in episodic Markovian decision processes by relative entropy policy search NIPS 2013
Approximate Dynamic Programming Finally Performs Well in the Game of Tetris NIPS 2013
Bellman Error Based Feature Generation using Random Projections on Sparse Spaces NIPS 2013
Efficient Exploration and Value Function Generalization in Deterministic Systems NIPS 2013
Policy Shaping: Integrating Human Feedback with Reinforcement Learning NIPS 2013
Learning Adaptive Value of Information for Structured Prediction NIPS 2013
Aggregating Optimistic Planning Trees for Solving Markov Decision Processes NIPS 2013
Weighted Likelihood Policy Search with Model Selection NIPS 2012
Hierarchical Optimistic Region Selection driven by Curiosity NIPS 2012
Cost-Sensitive Exploration in Bayesian Reinforcement Learning NIPS 2012
Analysis of Thompson Sampling for the Multi-armed Bandit Problem COLT 2012
A Stochastic Bandit Algorithm for Scratch Games ACML 2012
Tendon-Driven Variable Impedance Control Using Reinforcement Learning RSS 2012
Real-Time Inverse Dynamics Learning for Musculoskeletal Robots based on Echo State Gaussian Process Regression RSS 2012
On Stochastic Optimal Control and Reinforcement Learning by Approximate Inference RSS 2012
Variational Bayesian Optimization for Runtime Risk-Sensitive Control RSS 2012
The Best of Both Worlds: Stochastic and Adversarial Bandits COLT 2012
Autonomous Exploration For Navigating In MDPs COLT 2012
Risk Aversion in Markov Decision Processes via Near Optimal Chernoff Bounds NIPS 2012
Robustness and risk-sensitivity in Markov decision processes NIPS 2012
Tractable Objectives for Robust Policy Optimization NIPS 2012
Sketch-Based Linear Value Function Approximation NIPS 2012